import seaborn as sns
import ssl
ssl._create_default_https_context = ssl._create_unverified_context

data = sns.load_dataset("penguins")

data[:5]

	species	island	bill_length_mm	bill_depth_mm	flipper_length_mm	body_mass_g	sex
0	Adelie	Torgersen	39.1	18.7	181.0	3750.0	Male
1	Adelie	Torgersen	39.5	17.4	186.0	3800.0	Female
2	Adelie	Torgersen	40.3	18.0	195.0	3250.0	Female
3	Adelie	Torgersen	NaN	NaN	NaN	NaN	NaN
4	Adelie	Torgersen	36.7	19.3	193.0	3450.0	Female

data.shape

(344, 7)

# Set the Seaborn theme
sns.set_theme()

# Set the dpi (dots per inch) value of the graphs to 300
sns.set(rc={"figure.dpi": 300})

# Define the width and height of the graphs in inches. Here, width is set to 6 inches and height to 3 inches.
sns.set(rc={"figure.figsize": (6, 3)})

# Scatter plot 
scatter = sns.scatterplot(x="bill_length_mm", y="bill_depth_mm", data=data, hue="species")
scatter.set_title("Bill Length vs Bill Depth")

Text(0.5, 1.0, 'Bill Length vs Bill Depth')

sns.histplot(x= "flipper_length_mm" , data=data)
#sns.set_theme(style='dark')

<Axes: xlabel='flipper_length_mm', ylabel='Count'>

sns.histplot(y= "flipper_length_mm" , data=data)

<Axes: xlabel='Count', ylabel='flipper_length_mm'>

sns.histplot(x= "flipper_length_mm" , data=data,binwidth=3)

<Axes: xlabel='flipper_length_mm', ylabel='Count'>

sns.histplot(x= "flipper_length_mm" , data=data,binwidth=3,kde=True)

<Axes: xlabel='flipper_length_mm', ylabel='Count'>

sns.histplot(x= "flipper_length_mm" , data=data,binwidth=3,kde=True,hue="species")

<Axes: xlabel='flipper_length_mm', ylabel='Count'>

# Bar plot 

bar = sns.barplot(x="species", y="flipper_length_mm", data=data, palette="Set2")

/var/folders/26/pvvz5dxx7lb978b1_d113_r40000gn/T/ipykernel_4463/3284859643.py:3: FutureWarning: 

Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.

  bar = sns.barplot(x="species", y="flipper_length_mm", data=data, palette="Set2")

bar = sns.barplot(x="species", y="flipper_length_mm", data=data,hue="sex")  

box = sns.boxplot(x="species", y="flipper_length_mm", data=data, palette="Set3")  
box.set_title("Flipper Length by Species")  

/var/folders/26/pvvz5dxx7lb978b1_d113_r40000gn/T/ipykernel_4463/345476460.py:1: FutureWarning: 

Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.

  box = sns.boxplot(x="species", y="flipper_length_mm", data=data, palette="Set3")

Text(0.5, 1.0, 'Flipper Length by Species')

box = sns.boxplot(x="species", y="flipper_length_mm", data=data, palette="Set3",hue="sex")  # Kutu plot
box.set_title("Flipper Length by Species")  # Grafik başlığı

Text(0.5, 1.0, 'Flipper Length by Species')

sns.violinplot(x="species",y="flipper_length_mm",data=data)

<Axes: xlabel='species', ylabel='flipper_length_mm'>

sns.violinplot(x="species",y="flipper_length_mm",data=data,hue="sex")

<Axes: xlabel='species', ylabel='flipper_length_mm'>

grid = sns.FacetGrid(data, col="island", row="sex", palette="Set2")

sns.FacetGrid(data,col="island",row="sex").map(sns.histplot,"flipper_length_mm")

<seaborn.axisgrid.FacetGrid at 0x14f9f04f0>

sns.FacetGrid(data,col="island",row="sex").map(sns.distplot, "flipper_length_mm")

/Users/onurgumus/Desktop/Python ile Projeler/seaborn/.venv/lib/python3.10/site-packages/seaborn/axisgrid.py:854: UserWarning: 

`distplot` is a deprecated function and will be removed in seaborn v0.14.0.

Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `histplot` (an axes-level function for histograms).

For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751

  func(*plot_args, **plot_kwargs)
/Users/onurgumus/Desktop/Python ile Projeler/seaborn/.venv/lib/python3.10/site-packages/seaborn/axisgrid.py:854: UserWarning: 

`distplot` is a deprecated function and will be removed in seaborn v0.14.0.

Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `histplot` (an axes-level function for histograms).

For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751

  func(*plot_args, **plot_kwargs)
/Users/onurgumus/Desktop/Python ile Projeler/seaborn/.venv/lib/python3.10/site-packages/seaborn/axisgrid.py:854: UserWarning: 

`distplot` is a deprecated function and will be removed in seaborn v0.14.0.

Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `histplot` (an axes-level function for histograms).

For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751

  func(*plot_args, **plot_kwargs)
/Users/onurgumus/Desktop/Python ile Projeler/seaborn/.venv/lib/python3.10/site-packages/seaborn/axisgrid.py:854: UserWarning: 

`distplot` is a deprecated function and will be removed in seaborn v0.14.0.

Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `histplot` (an axes-level function for histograms).

For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751

  func(*plot_args, **plot_kwargs)
/Users/onurgumus/Desktop/Python ile Projeler/seaborn/.venv/lib/python3.10/site-packages/seaborn/axisgrid.py:854: UserWarning: 

`distplot` is a deprecated function and will be removed in seaborn v0.14.0.

Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `histplot` (an axes-level function for histograms).

For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751

  func(*plot_args, **plot_kwargs)
/Users/onurgumus/Desktop/Python ile Projeler/seaborn/.venv/lib/python3.10/site-packages/seaborn/axisgrid.py:854: UserWarning: 

`distplot` is a deprecated function and will be removed in seaborn v0.14.0.

Please adapt your code to use either `displot` (a figure-level function with
similar flexibility) or `histplot` (an axes-level function for histograms).

For a guide to updating your code to use the new functions, please see
https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751

  func(*plot_args, **plot_kwargs)

<seaborn.axisgrid.FacetGrid at 0x14f4c62f0>

sns.pairplot(data,hue="species",height=3)

<seaborn.axisgrid.PairGrid at 0x14fa59d20>

sns.pairplot(data,hue="species",height=3,diag_kind="hist")

<seaborn.axisgrid.PairGrid at 0x28c3472e0>

from sklearn.preprocessing import LabelEncoder

label_encoder = LabelEncoder()
data["species_encoded"] = label_encoder.fit_transform(data["species"])

# Select numeric columns only for correlation analysis
numeric_data = data.select_dtypes(include=['float64', 'int64'])

# Create heatmap of correlations using numeric data
sns.heatmap(numeric_data.corr())

<Axes: >

# Create heatmap of correlations using numeric data
sns.heatmap(numeric_data.corr(), annot=True)

<Axes: >